AlexNet
Full_acc: 86.060000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[10.147603472887434, 3.4735777398315735, 0.657128777104439, 0.1402944938181503, 0.03300085677953831, 0.007995885722661755, 0.0019068787727882519, 0.0004704087742350774, 0.00011290004340042615, 3.4677666427763485e-05, 4.835759235449544e-06, 2.3190564678341904e-05, 3.196400098729291e-06, 3.3872935928732365e-06, 1.3684112457913457e-06, 10.090646800237572, 2.005292868116476, 0.43355013904831324, 0.43289340966483714, 0.43298123987911274, 0.43326893616506545, 0.4331247501839425, 1.987108513502595, 0.6841263244261785, 0.35485575695990856, 0.3752167238172064, 0.121914769596053, 0.11863332237249592, 0.2772744841621785, 0.06223004378240952, 0.031475393945171834, 0.11856597328382808, 0.24017891433004604, 0.043757322622821594, 0.007918827552432828, 0.03150159800820788, 0.11856755637997582, 0.2234448545845582, 0.036928952491247675, 0.0019824746774589172, 0.007832565623933951, 0.03150104707959592, 0.11856715338828598]
js_param_list:
[3.2355718958631003, 0.9536900908692879, 0.17661893352285823, 0.03780415278800973, 0.008858951155161035, 0.00214154849155571, 0.000509927082053201, 0.00012164070394154658, 3.33694225388701e-05, 1.2162544774288353e-05, 7.1603672381082e-07, 1.1702497226528164e-05, 5.0466627657161924e-06, 9.523126802622739e-07, 2.9889347233081897e-06, 3.2234406567916567, 0.5354475822504783, 0.1312188550424844, 0.13103709245073697, 0.13105757329236303, 0.1311427863025942, 0.13111267005364427, 0.6156447703609608, 0.22233144522128817, 0.09576509216086894, 0.1266601765790008, 0.03225347850497606, 0.036223997687183665, 0.09544844878311845, 0.016100888160090848, 0.009473680968640114, 0.03622018735765729, 0.08326961787407997, 0.01109786654496731, 0.0023947080163857853, 0.009485698022477014, 0.036221162514389005, 0.0778945488972154, 0.009306042998032716, 0.0005849357445567093, 0.0023701389889276645, 0.00948535279272403, 0.03622079684057701]
ptq_acc_list:
[10.0, 10.21, 52.06, 77.31, 83.98, 85.6, 85.9, 86.09, 86.04, 86.09, 86.06, 86.07, 86.06, 86.06, 86.08, 10.0, 13.18, 74.37, 74.43, 74.18, 74.4, 74.31, 21.82, 68.32, 51.82, 79.4, 78.8, 82.72, 81.08, 83.47, 85.4, 82.88, 82.16, 84.38, 86.07, 85.5, 82.82, 82.46, 84.98, 86.08, 86.0, 85.34, 82.66]
acc_loss_list:
[0.883801998605624, 0.881361840576342, 0.3950732047408784, 0.10167325122007902, 0.02416918429003019, 0.005345108064141389, 0.0018591680223099766, -0.0003485940041831413, 0.0002323960027887058, -0.0003485940041831413, 0.0, -0.00011619800139427033, 0.0, 0.0, -0.0002323960027887058, 0.883801998605624, 0.8468510341622123, 0.13583546363002552, 0.13513827562165925, 0.13804322565651866, 0.1354868696258424, 0.13653265163839182, 0.7464559609574716, 0.20613525447362316, 0.3978619567743435, 0.07738786892865439, 0.08435974901231705, 0.038810132465721625, 0.057866604694399304, 0.03009528236114343, 0.007669068092028777, 0.03695096444341165, 0.04531722054380671, 0.01952126423425525, -0.00011619800139427033, 0.006507088078085083, 0.03764815245177793, 0.04183128050197547, 0.012549384150592589, -0.0002323960027887058, 0.0006971880083662826, 0.00836625610039506, 0.03950732047408791]


AlexNet_BN
Full_acc: 87.310000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[14.261531958147645, 2.5216079781917964, 0.46116271187287083, 0.10116751776414573, 0.02366857999726347, 0.005727456404133103, 0.0013995787291137347, 0.00032755864702621547, 9.083468712851506e-05, 3.9279267814657185e-05, 1.9521001999016182e-05, 1.4907377340701574e-05, 1.472309998261742e-06, 2.927860141339056e-06, 2.140239534597049e-05, 11.00797021621244, 1.7347626455421232, 0.684466797606898, 0.683273225078019, 0.7042803192576432, 0.7042800060567285, 0.7062439671835439, 2.1415266825120525, 0.8162350530415978, 0.27655595945712447, 0.48138285659911956, 0.08826544681744933, 0.13263285956507462, 0.36659157678143833, 0.04149385722275749, 0.0331260620201096, 0.1325675098211588, 0.3212629515020388, 0.027438579008588024, 0.008646288753879492, 0.033061484833924536, 0.13256908968462155, 0.30083965669229856, 0.02259296380787109, 0.002152848971541399, 0.008646190645337604, 0.03306166334274963, 0.28528407163580505]
js_param_list:
[4.525975088124574, 0.7756408789073711, 0.13962123018543932, 0.030527044743903838, 0.007106442539618428, 0.0017230344973903195, 0.00042786997111233664, 0.00010198592832773555, 2.910676937132983e-05, 9.735338251863014e-06, 6.254242391436015e-06, 5.110885341159888e-06, 5.134026811320913e-07, 5.412170504028867e-07, 8.626456577724872e-06, 3.615088068764246, 0.5070590858920699, 0.20256617721543332, 0.20223268982982928, 0.20818900100468749, 0.20818330171155638, 0.20904725377374708, 0.6815435977802837, 0.26233617206078796, 0.08174246558663437, 0.15525741248561856, 0.026175585917729102, 0.04077145732814419, 0.11869481379609015, 0.012033564115370663, 0.010570620047083423, 0.04074582656946896, 0.10400372156451279, 0.007843797978007105, 0.002655443829455315, 0.010547276042144588, 0.04074616626033381, 0.09741770355331004, 0.0064264679913963955, 0.0006802731478472274, 0.0026576990691152174, 0.010548301767420753, 0.08400151890829698]
ptq_acc_list:
[10.0, 15.54, 38.44, 76.15, 85.69, 86.96, 87.23, 87.34, 87.25, 87.34, 87.31, 87.3, 87.31, 87.3, 87.32, 10.0, 19.54, 56.21, 54.07, 52.04, 51.95, 54.64, 20.28, 62.25, 70.81, 72.49, 82.61, 83.32, 76.46, 84.89, 86.82, 83.55, 78.17, 85.69, 86.95, 86.57, 83.64, 78.4, 85.96, 87.19, 87.0, 86.62, 79.87]
acc_loss_list:
[0.8854655824075135, 0.822013515061276, 0.5597296987744818, 0.12782041003321493, 0.01855457564998287, 0.004008704615737126, 0.0009162753407398728, -0.0003436032527774726, 0.0006872065055549452, -0.0003436032527774726, 0.0, 0.00011453441759254514, 0.0, 0.00011453441759254514, -0.00011453441759238237, 0.8854655824075135, 0.7761997480242814, 0.3562020387126332, 0.3807124040774253, 0.4039628908487001, 0.4049937006070324, 0.37418394227465357, 0.7677242011224373, 0.2870232504867713, 0.1889817890276028, 0.16974000687206514, 0.05383117626846871, 0.04569923261940223, 0.124269843087848, 0.02771732905738176, 0.005612186462031945, 0.043064941014774996, 0.1046844576795327, 0.01855457564998287, 0.004123239033329509, 0.008475546901844109, 0.04203413125644258, 0.10205016607490547, 0.01546214637498578, 0.0013744130111098905, 0.0035505669453671086, 0.007902874813881544, 0.08521360668880996]


VGG_16
Full_acc: 90.060000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[7.15133747064537, 1.4625925835782612, 0.27528038309802805, 0.05999375723854592, 0.013721293740212743, 0.0033732424131763853, 0.0008308842262242227, 0.00022161440470198947, 6.398155155004749e-05, 2.3345051897377455e-05, 1.3154840854179507e-05, 1.1042119061156764e-05, 8.383129310645444e-06, 1.0039571268441182e-05, 1.0307767134309586e-05, 7.473873573128817, 1.2138168958012272, 0.8954533307613973, 0.8847200729870529, 0.889480495729074, 0.8828377520433295, 0.9202384247243933, 1.2985884732391204, 0.5001098400915878, 0.15797619371473212, 0.2963979378403137, 0.05224890302044636, 0.07668234531548482, 0.2280040599808785, 0.02401062359604003, 0.020395652708399853, 0.07667591820866455, 0.1997822583827158, 0.015853223921508276, 0.0050662161921924565, 0.020394644590516577, 0.07667526110132153, 0.18710542968170488, 0.013228032043279565, 0.0012830579038248617, 0.005075002328472146, 0.020394361774078447, 0.5904796029343199]
js_param_list:
[3.823939875624223, 0.5685185211098528, 0.1061155145856618, 0.023117101046099858, 0.005345663248595699, 0.0013503269855487474, 0.00032222047705326686, 8.086141579548302e-05, 3.209479985588981e-05, 9.997605488204276e-06, 8.46697402182539e-06, 3.035080993068207e-06, 4.645341375592637e-06, 5.930448596222854e-06, 5.909594486887659e-06, 4.305893745952836, 0.6018669058635838, 0.5400431259542849, 0.5416126547356545, 0.5406803652791912, 0.5390025287208834, 0.5470329327782539, 0.7519722318836962, 0.3038645326029812, 0.07427020366235762, 0.18383715082417446, 0.02218821705174367, 0.04942817720813972, 0.14148808249856845, 0.00878762265164005, 0.012693733649980042, 0.049462073173177655, 0.12408389114459065, 0.005096161222710954, 0.003090655671655611, 0.012692062625119162, 0.049462032314656366, 0.11622787586640881, 0.003961143226002479, 0.0007856883944763987, 0.003065281986746431, 0.012690010835378107, 0.3441573944792919]
ptq_acc_list:
[10.0, 11.51, 76.07, 88.33, 89.57, 89.74, 89.95, 89.97, 90.06, 90.06, 90.07, 90.05, 90.08, 90.08, 90.09, 10.0, 23.06, 77.66, 78.29, 74.35, 77.1, 76.48, 10.56, 56.9, 82.52, 79.68, 87.58, 86.88, 84.19, 89.07, 89.05, 86.94, 85.38, 89.28, 89.74, 89.44, 87.22, 85.69, 89.49, 89.87, 89.77, 89.54, 82.56]
acc_loss_list:
[0.8889629136131468, 0.872196313568732, 0.15534088385520772, 0.01920941594492565, 0.005440817232955908, 0.0035531867643793847, 0.001221407950255379, 0.0009993337774817166, 0.0, 0.0, -0.00011103708638675222, 0.00011103708638691001, -0.00022207417277366224, -0.00022207417277366224, -0.00033311125916057226, 0.8889629136131468, 0.7439484787919165, 0.13768598711969804, 0.1306906506773262, 0.17443926271374646, 0.14390406395736186, 0.15078836331334664, 0.882744836775483, 0.3681989784588053, 0.08372196313568739, 0.11525649566955358, 0.02753719742393964, 0.035309793471019396, 0.06517876970908289, 0.010992671552298569, 0.011214745725072231, 0.03464357095269825, 0.05196535642904738, 0.008660892738174563, 0.0035531867643793847, 0.006884299355984949, 0.03153453253386635, 0.048523206751054905, 0.006329113924050715, 0.0021097046413501856, 0.0032200755052188123, 0.005773928492116323, 0.0832778147901399]


VGG_19
Full_acc: 90.140000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[6.52908130056615, 1.3380062847274221, 0.24543462269497923, 0.05393969104397018, 0.012381510740945257, 0.003067060214909937, 0.0007555918574419032, 0.00017501117606359432, 4.4104190648609716e-05, 2.3327871023182897e-05, 1.0675439046810562e-05, 8.983655080683937e-06, 1.1246136322410839e-05, 1.669374629310751e-05, 6.347073531497991e-06, 6.932484220693536, 1.0687040042001579, 0.8323984445929756, 0.8230926166285857, 0.8200582224272311, 0.8417420472174938, 0.8317440393798151, 1.2031666133766876, 0.4699059099648023, 0.1461144158851069, 0.27725188424588565, 0.04629791970679128, 0.07348240968071523, 0.21177775297649584, 0.021228071993016986, 0.0187992093161517, 0.07344999091598375, 0.18586181536894214, 0.013847674161837173, 0.004719387421439763, 0.018766820174169, 0.07344825979729348, 0.17349586010003093, 0.011314319153131549, 0.001195520195639009, 0.004732545275858459, 0.018766792234023475, 0.5598509816229902]
js_param_list:
[3.9388183524565687, 0.5906007422253898, 0.11337101319621945, 0.024587731384019467, 0.005748740971112084, 0.0013975448353345961, 0.00034048951357184523, 7.219580933576352e-05, 2.420215829820016e-05, 2.245575096393826e-05, 1.1588766272794481e-05, 4.6564651206769664e-06, 1.1169147267451386e-05, 1.0010399586171422e-05, 3.3232170155925167e-06, 4.392429723980739, 0.5858373864659538, 0.5174166440347002, 0.5125834551246481, 0.5181444012623768, 0.5165617022044846, 0.5127922743171613, 0.785298571239749, 0.32687467701633877, 0.0757253679493511, 0.20164512084223385, 0.022964817771256384, 0.04912063785704141, 0.15688899149660557, 0.009258595397256264, 0.01287157719588226, 0.04911382975037919, 0.13826518313312058, 0.005405974137344003, 0.0031803287470254043, 0.012817747347664115, 0.04911231637448609, 0.12977071412854377, 0.004209915508246866, 0.000807348196237399, 0.0031895961527889497, 0.012816874513219311, 0.29721936760612694]
ptq_acc_list:
[10.0, 10.56, 69.87, 88.36, 89.56, 90.07, 90.03, 90.05, 90.11, 90.13, 90.15, 90.14, 90.14, 90.14, 90.14, 10.0, 17.15, 66.08, 64.32, 66.0, 58.73, 61.57, 10.58, 61.44, 80.12, 82.18, 87.95, 86.74, 84.47, 89.05, 89.36, 86.86, 86.0, 89.26, 89.82, 89.5, 87.16, 86.77, 89.53, 90.1, 89.82, 89.28, 79.38]
acc_loss_list:
[0.889061459951187, 0.8828489017084535, 0.2248724206789438, 0.01974706012868872, 0.006434435322831133, 0.0007765697803417727, 0.0012203239405369362, 0.0009984468604393544, 0.0003328156201464515, 0.0001109385400488697, -0.0001109385400488697, 0.0, 0.0, 0.0, 0.0, 0.889061459951187, 0.8097404038162859, 0.266918127357444, 0.28644331040603516, 0.2678056356778345, 0.34845795429332155, 0.3169514089194586, 0.882627024628356, 0.3183936099400932, 0.11116041712891053, 0.08830707787885504, 0.024295540270690013, 0.037719103616596465, 0.06290215220767696, 0.01209230086532065, 0.008653206123807423, 0.036387841136010665, 0.04592855558020857, 0.00976259152429549, 0.0035500332815620967, 0.007100066563124036, 0.03305968493454631, 0.03738628799645002, 0.006767250942977584, 0.0004437541601953212, 0.0035500332815620967, 0.009540714444197908, 0.1193698690925228]


Inception_BN
Full_acc: 92.850000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[12.330741426000127, 1.7774022898716264, 0.28821054098072, 0.06272624750607707, 0.014643773238671408, 0.0035362488362275716, 0.0008576211587906442, 0.00021727906401486407, 5.245980780163249e-05, 1.6362107243046427e-05, 6.144467100252098e-06, 7.116624913113964e-06, 5.504538717570937e-06, 3.849723618814388e-06, 1.0516858692556946e-05, 11.647423497409791, 1.3409273597202798, 1.3517284432634658, 1.2545879744691506, 1.2791368790498459, 1.3251419114745038, 1.3162237365748197, 2.1519596291810594, 0.8640877339820748, 0.19610413380825797, 0.5233173089245113, 0.0577209691448774, 0.13109263975912017, 0.4030272721882487, 0.023144755090275103, 0.03308999561031262, 0.13108261789492087, 0.3533817432909395, 0.013407919874326895, 0.008421085777519849, 0.03309604428632267, 0.13108322365407005, 0.3308494735980438, 0.010379484824287365, 0.0021142344319224275, 0.008399573286408415, 0.033096178092927774, 0.9498731099086688]
js_param_list:
[11.743628415486707, 1.8138152564298837, 0.2575987088433499, 0.056091978816504955, 0.0131183142169655, 0.003185085333115615, 0.0007642336413234433, 0.0001867811492769769, 4.84294604077158e-05, 1.6515516075695125e-05, 7.525543685547781e-06, 6.304620082507371e-06, 9.163043695968708e-06, 3.1847959617624517e-06, 1.4797626839592367e-05, 11.975132118833136, 1.3209527384787245, 1.8069678172592176, 1.6552403779967813, 1.6623214155416337, 1.7549714599696822, 1.7484103230481454, 2.1317498641722077, 0.8521769299783177, 0.18539618435504263, 0.5143901131955009, 0.05361950389674753, 0.13206790208872876, 0.3951690287541315, 0.020658682417329204, 0.03345737808203658, 0.13206631898251822, 0.3459066061409915, 0.011401936022077864, 0.008596322544040389, 0.03346616042846384, 0.13206817134822676, 0.32360442639471093, 0.008604766847197439, 0.00217485133267553, 0.008572328166388418, 0.03346495066046156, 1.2860953403025934]
ptq_acc_list:
[10.0, 11.24, 60.8, 88.36, 92.18, 92.92, 92.96, 92.89, 92.9, 92.87, 92.85, 92.85, 92.84, 92.85, 92.85, 10.0, 10.21, 20.71, 22.62, 19.12, 26.69, 24.87, 11.59, 15.18, 72.27, 27.03, 90.96, 79.08, 39.19, 91.77, 90.92, 77.58, 44.48, 92.16, 92.7, 91.96, 81.45, 40.77, 92.38, 92.7, 92.71, 91.93, 21.51]
acc_loss_list:
[0.8922994076467421, 0.8789445341949381, 0.3451803984921917, 0.04835756596661277, 0.007215939687668148, -0.0007539041464728853, -0.0011847065158858312, -0.00043080236941309916, -0.0005385029617664122, -0.0002154011847066261, 0.0, 0.0, 0.00010770059235316, 0.0, 0.0, 0.8922994076467421, 0.8900376952073236, 0.7769520732364027, 0.7563812600969305, 0.7940764674205707, 0.7125471190091546, 0.7321486268174474, 0.875175013462574, 0.8365105008077544, 0.22164781906300485, 0.7088852988691438, 0.02035541195476576, 0.14830371567043615, 0.5779213785675821, 0.01163166397415184, 0.020786214324178705, 0.16445880452342485, 0.5209477652127087, 0.007431340872374774, 0.0016155088852987773, 0.009585352719439964, 0.12277867528271397, 0.5609046849757673, 0.005061927840603111, 0.0016155088852987773, 0.0015078082929456174, 0.009908454496499597, 0.7683360258481421]


